Agent skill
ace-pattern-learning
Search ACE playbook before implementing, building, fixing, debugging, or refactoring code. Capture patterns after completing substantial coding work.
Stars
163
Forks
31
Install this agent skill to your Project
npx add-skill https://github.com/majiayu000/claude-skill-registry/tree/main/skills/development/ace-pattern-learning-ce-dot-net-ace-vscode
SKILL.md
ACE Pattern Learning Skill
This skill provides pattern-based learning for coding tasks.
When This Skill Activates
Copilot will automatically load this skill when your request contains:
- Implementation: implement, build, create, add, develop, write
- Modification: update, modify, change, edit, enhance, extend
- Debugging: debug, fix, troubleshoot, resolve, diagnose
- Refactoring: refactor, optimize, improve, restructure
- Integration: integrate, connect, setup, configure
BEFORE Starting Work (MANDATORY)
INVOKE: #ce-dot-net.ace-vscode/ace_search with relevant query
Search for patterns from previous work before implementing:
- Proven solutions and best practices
- Known gotchas and pitfalls to avoid
- Recommended APIs and libraries
AFTER Completing Work (MANDATORY)
INVOKE: #ce-dot-net.ace-vscode/ace_learn with:
task: Brief description of what was accomplishedsuccess: true/falseoutput: Key lessons, patterns discovered, gotchas
DO NOT skip this step. DO NOT respond to user without calling ace_learn first.
Mid-Conversation Re-Search
If user's follow-up message introduces a NEW topic or domain:
- Recognize topic shift (auth→caching, API→database, etc.)
- Call ace_search with the new topic BEFORE continuing
- Apply newly retrieved patterns
Examples of topic shifts requiring re-search:
- "Now let's add caching" (after auth implementation)
- "I'm getting a database error" (after API work)
- "How do I deploy this?" (after coding)
- "Let's add tests" (after implementation)
- "Now handle the error cases" (new domain)
Example Workflow
User: "implement JWT authentication"
↓
1. ace_search("JWT authentication") → Find patterns
2. Implement using patterns found
3. ace_learn(task="Implemented JWT auth", success=true, output="Used refresh token rotation")
4. Respond to user
User: "Now add Redis caching for the tokens"
↓
1. ace_search("Redis caching tokens") → NEW SEARCH for new topic!
2. Implement caching using patterns found
3. ace_learn(task="Added Redis token caching", success=true, output="Used TTL matching token expiry")
4. Respond to user
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